Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	3947
Missing cells	3526
Missing cells (%)	3.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	709.4 KiB
Average record size in memory	184.0 B

Variable types

Numeric	23

Alerts

`Age` is highly overall correlated with `Work` and 1 other fields	High correlation
`Work` is highly overall correlated with `Age`	High correlation
`DM` is highly overall correlated with `DM_Type` and 2 other fields	High correlation
`Year_DM_Diagnosed` is highly overall correlated with `DM_Duration`	High correlation
`DM_Duration` is highly overall correlated with `Year_DM_Diagnosed`	High correlation
`DM_Type` is highly overall correlated with `DM` and 2 other fields	High correlation
`DM_Treatment` is highly overall correlated with `DM` and 2 other fields	High correlation
`Waist` is highly overall correlated with `BMI`	High correlation
`HbA1C_Admission_Value` is highly overall correlated with `DM` and 2 other fields	High correlation
`BMI` is highly overall correlated with `Waist`	High correlation
`Creatinine_Clearance` is highly overall correlated with `Age`	High correlation
`Year_DM_Diagnosed` has 1763 (44.7%) missing values	Missing
`DM_Duration` has 1763 (44.7%) missing values	Missing
`Year_DM_Diagnosed` is highly skewed (γ1 = -26.47789388)	Skewed
`DM_Duration` is highly skewed (γ1 = 26.48532862)	Skewed
`Gender` has 1327 (33.6%) zeros	Zeros
`Education` has 948 (24.0%) zeros	Zeros
`Work` has 2840 (72.0%) zeros	Zeros
`Cardiac_Arrest_Admission` has 3873 (98.1%) zeros	Zeros
`Non_Cardiac_Condition` has 3839 (97.3%) zeros	Zeros
`Hypertension` has 1371 (34.7%) zeros	Zeros
`Dyslipidemia` has 1692 (42.9%) zeros	Zeros
`DM` has 1780 (45.1%) zeros	Zeros
`DM_Treatment` has 103 (2.6%) zeros	Zeros
`Smoking_History` has 956 (24.2%) zeros	Zeros
`Lipid_24_Collected` has 501 (12.7%) zeros	Zeros

Reproduction

Analysis started	2023-04-01 22:02:41.032374
Analysis finished	2023-04-01 22:05:08.848341
Duration	2 minutes and 27.82 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

Gender
Real number (ℝ)

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66379529

Minimum	0
Maximum	1
Zeros	1327
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.47246975
Coefficient of variation (CV)	0.71177026
Kurtosis	-1.5195376
Mean	0.66379529
Median Absolute Deviation (MAD)	0
Skewness	-0.6937093
Sum	2620
Variance	0.22322766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2620	66.4%
0	1327	33.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1327	33.6%
1	2620	66.4%

Value	Count	Frequency (%)
1	2620	66.4%
0	1327	33.6%

Age
Real number (ℝ)

Distinct	78
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.311629

Minimum	18
Maximum	112
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	18
5-th percentile	40
Q1	52
median	60
Q3	69
95-th percentile	81
Maximum	112
Range	94
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.65785
Coefficient of variation (CV)	0.20987411
Kurtosis	-0.14314114
Mean	60.311629
Median Absolute Deviation (MAD)	9
Skewness	-0.006380543
Sum	238050
Variance	160.22116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	142	3.6%
72	133	3.4%
57	132	3.3%
60	130	3.3%
67	120	3.0%
59	115	2.9%
52	115	2.9%
64	110	2.8%
53	110	2.8%
56	109	2.8%
Other values (68)	2731	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	1	< 0.1%
23	1	< 0.1%
24	3	0.1%
25	6	0.2%
26	5	0.1%
27	4	0.1%
28	4	0.1%
29	4	0.1%
30	5	0.1%
31	7	0.2%

Value	Count	Frequency (%)
112	1	< 0.1%
99	4	0.1%
97	2	0.1%
96	1	< 0.1%
95	2	0.1%
94	6	0.2%
93	4	0.1%
92	6	0.2%
91	3	0.1%
90	7	0.2%

Education
Real number (ℝ)

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9191791

Minimum	0
Maximum	5
Zeros	948
Zeros (%)	24.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.4289401
Coefficient of variation (CV)	0.74455796
Kurtosis	-0.58976286
Mean	1.9191791
Median Absolute Deviation (MAD)	1
Skewness	0.31689546
Sum	7575
Variance	2.0418698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	1905	48.3%
0	948	24.0%
4	631	16.0%
1	237	6.0%
5	163	4.1%
3	63	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	948	24.0%
1	237	6.0%
2	1905	48.3%
3	63	1.6%
4	631	16.0%
5	163	4.1%

Value	Count	Frequency (%)
5	163	4.1%
4	631	16.0%
3	63	1.6%
2	1905	48.3%
1	237	6.0%
0	948	24.0%

Work
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31466937

Minimum	0
Maximum	2
Zeros	2840
Zeros (%)	72.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.53303933
Coefficient of variation (CV)	1.6939664
Kurtosis	1.1834237
Mean	0.31466937
Median Absolute Deviation (MAD)	0
Skewness	1.4575138
Sum	1242
Variance	0.28413093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	2840	72.0%
1	972	24.6%
2	135	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2840	72.0%
1	972	24.6%
2	135	3.4%

Value	Count	Frequency (%)
2	135	3.4%
1	972	24.6%
0	2840	72.0%

Cardiac_Arrest_Admission
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.021028629

Minimum	0
Maximum	2
Zeros	3873
Zeros (%)	98.1%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.15859768
Coefficient of variation (CV)	7.5419885
Kurtosis	76.32358
Mean	0.021028629
Median Absolute Deviation (MAD)	0
Skewness	8.3071849
Sum	83
Variance	0.025153224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	3873	98.1%
1	65	1.6%
2	9	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3873	98.1%
1	65	1.6%
2	9	0.2%

Value	Count	Frequency (%)
2	9	0.2%
1	65	1.6%
0	3873	98.1%

Non_Cardiac_Condition
Real number (ℝ)

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.027362554

Minimum	0
Maximum	1
Zeros	3839
Zeros (%)	97.3%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.16315817
Coefficient of variation (CV)	5.9628269
Kurtosis	31.615985
Mean	0.027362554
Median Absolute Deviation (MAD)	0
Skewness	5.7965477
Sum	108
Variance	0.026620589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3839	97.3%
1	108	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3839	97.3%
1	108	2.7%

Value	Count	Frequency (%)
1	108	2.7%
0	3839	97.3%

Hypertension
Real number (ℝ)

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65264758

Minimum	0
Maximum	1
Zeros	1371
Zeros (%)	34.7%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.47618921
Coefficient of variation (CV)	0.72962687
Kurtosis	-1.5893519
Mean	0.65264758
Median Absolute Deviation (MAD)	0
Skewness	-0.64144657
Sum	2576
Variance	0.22675617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2576	65.3%
0	1371	34.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1371	34.7%
1	2576	65.3%

Value	Count	Frequency (%)
1	2576	65.3%
0	1371	34.7%

Dyslipidemia
Real number (ℝ)

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57131999

Minimum	0
Maximum	1
Zeros	1692
Zeros (%)	42.9%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.49495002
Coefficient of variation (CV)	0.86632716
Kurtosis	-1.917834
Mean	0.57131999
Median Absolute Deviation (MAD)	0
Skewness	-0.28833678
Sum	2255
Variance	0.24497553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2255	57.1%
0	1692	42.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1692	42.9%
1	2255	57.1%

Value	Count	Frequency (%)
1	2255	57.1%
0	1692	42.9%

DM
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54902458

Minimum	0
Maximum	1
Zeros	1780
Zeros (%)	45.1%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.49765383
Coefficient of variation (CV)	0.90643271
Kurtosis	-1.9621371
Mean	0.54902458
Median Absolute Deviation (MAD)	0
Skewness	-0.19712268
Sum	2167
Variance	0.24765934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2167	54.9%
0	1780	45.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1780	45.1%
1	2167	54.9%

Value	Count	Frequency (%)
1	2167	54.9%
0	1780	45.1%

Year_DM_Diagnosed
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	48
Distinct (%)	2.2%
Missing	1763
Missing (%)	44.7%
Infinite	0
Infinite (%)	0.0%
Mean	1997.6282

Minimum	9
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	9
5-th percentile	1984
Q1	1996
median	2002
Q3	2007
95-th percentile	2011
Maximum	2022
Range	2013
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	74.05268
Coefficient of variation (CV)	0.037070302
Kurtosis	707.93308
Mean	1997.6282
Median Absolute Deviation (MAD)	5
Skewness	-26.477894
Sum	4362820
Variance	5483.7994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
2002	283	7.2%
2007	169	4.3%
1992	151	3.8%
1997	148	3.7%
2000	116	2.9%
2008	111	2.8%
2006	101	2.6%
2003	98	2.5%
2010	87	2.2%
2011	81	2.1%
Other values (38)	839	21.3%
(Missing)	1763	44.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	< 0.1%
10	1	< 0.1%
20	1	< 0.1%
1967	1	< 0.1%
1970	1	< 0.1%
1972	2	0.1%
1973	3	0.1%
1974	1	< 0.1%
1975	1	< 0.1%
1976	1	< 0.1%

Value	Count	Frequency (%)
2022	1	< 0.1%
2013	1	< 0.1%
2012	60	1.5%
2011	81	2.1%
2010	87	2.2%
2009	76	1.9%
2008	111	2.8%
2007	169	4.3%
2006	101	2.6%
2005	70	1.8%

DM_Duration
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	46
Distinct (%)	2.1%
Missing	1763
Missing (%)	44.7%
Infinite	0
Infinite (%)	0.0%
Mean	14.628205

Minimum	-10
Maximum	2004
Zeros	30
Zeros (%)	0.8%
Negative	1
Negative (%)	< 0.1%
Memory size	31.0 KiB

Quantile statistics

Minimum	-10
5-th percentile	1
Q1	6
median	10
Q3	16
95-th percentile	28
Maximum	2004
Range	2014
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	74.06116
Coefficient of variation (CV)	5.0629014
Kurtosis	708.20054
Mean	14.628205
Median Absolute Deviation (MAD)	5
Skewness	26.485329
Sum	31948
Variance	5485.0555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
10	338	8.6%
20	199	5.0%
15	172	4.4%
5	171	4.3%
12	114	2.9%
6	103	2.6%
7	91	2.3%
2	88	2.2%
4	88	2.2%
1	83	2.1%
Other values (36)	737	18.7%
(Missing)	1763	44.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10	1	< 0.1%
0	30	0.8%
1	83	2.1%
2	88	2.2%
3	78	2.0%
4	88	2.2%
5	171	4.3%
6	103	2.6%
7	91	2.3%
8	82	2.1%

Value	Count	Frequency (%)
2004	1	< 0.1%
2003	1	< 0.1%
1992	1	< 0.1%
45	1	< 0.1%
42	1	< 0.1%
40	5	0.1%
38	1	< 0.1%
37	2	0.1%
36	1	< 0.1%
35	7	0.2%

DM_Type
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4403344

Minimum	0
Maximum	2
Zeros	26
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	2
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.50958844
Coefficient of variation (CV)	0.35379869
Kurtosis	-1.6245174
Mean	1.4403344
Median Absolute Deviation (MAD)	0
Skewness	0.090783993
Sum	5685
Variance	0.25968037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	2157	54.6%
2	1764	44.7%
0	26	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26	0.7%
1	2157	54.6%
2	1764	44.7%

Value	Count	Frequency (%)
2	1764	44.7%
1	2157	54.6%
0	26	0.7%

DM_Treatment
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9556625

Minimum	0
Maximum	9
Zeros	103
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.4567852
Coefficient of variation (CV)	0.3532065
Kurtosis	0.4307915
Mean	6.9556625
Median Absolute Deviation (MAD)	2
Skewness	-1.1412428
Sum	27454
Variance	6.0357934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	1765	44.7%
7	893	22.6%
5	488	12.4%
3	336	8.5%
8	164	4.2%
0	103	2.6%
1	100	2.5%
4	63	1.6%
6	34	0.9%
2	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	2.6%
1	100	2.5%
2	1	< 0.1%
3	336	8.5%
4	63	1.6%
5	488	12.4%
6	34	0.9%
7	893	22.6%
8	164	4.2%
9	1765	44.7%

Value	Count	Frequency (%)
9	1765	44.7%
8	164	4.2%
7	893	22.6%
6	34	0.9%
5	488	12.4%
4	63	1.6%
3	336	8.5%
2	1	< 0.1%
1	100	2.5%
0	103	2.6%

Smoking_History
Real number (ℝ)

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9293134

Minimum	0
Maximum	3
Zeros	956
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	3
Range	3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.67111848
Coefficient of variation (CV)	0.72216593
Kurtosis	0.61952611
Mean	0.9293134
Median Absolute Deviation (MAD)	0
Skewness	0.4959765
Sum	3668
Variance	0.45040001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
1	2396	60.7%
0	956	24.2%
2	513	13.0%
3	82	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	956	24.2%
1	2396	60.7%
2	513	13.0%
3	82	2.1%

Value	Count	Frequency (%)
3	82	2.1%
2	513	13.0%
1	2396	60.7%
0	956	24.2%

Lipid_24_Collected
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.87332151

Minimum	0
Maximum	2
Zeros	501
Zeros (%)	12.7%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.33341555
Coefficient of variation (CV)	0.3817787
Kurtosis	3.0344476
Mean	0.87332151
Median Absolute Deviation (MAD)	0
Skewness	-2.2250973
Sum	3447
Variance	0.11116593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	3445	87.3%
0	501	12.7%
2	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	501	12.7%
1	3445	87.3%
2	1	< 0.1%

Value	Count	Frequency (%)
2	1	< 0.1%
1	3445	87.3%
0	501	12.7%

Heart_Rate
Real number (ℝ)

Distinct	141
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.183278

Minimum	8
Maximum	222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	8
5-th percentile	57
Q1	71
median	82
Q3	96
95-th percentile	120
Maximum	222
Range	214
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	20.676478
Coefficient of variation (CV)	0.2427293
Kurtosis	2.9723515
Mean	85.183278
Median Absolute Deviation (MAD)	12
Skewness	1.0953345
Sum	336218.4
Variance	427.51674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	293	7.4%
70	199	5.0%
90	199	5.0%
100	149	3.8%
78	135	3.4%
88	121	3.1%
75	117	3.0%
72	103	2.6%
85	97	2.5%
76	88	2.2%
Other values (131)	2446	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	< 0.1%
25	1	< 0.1%
27	1	< 0.1%
30	3	0.1%
34	1	< 0.1%
35	3	0.1%
36	2	0.1%
38	5	0.1%
40	11	0.3%
42	4	0.1%

Value	Count	Frequency (%)
222	1	< 0.1%
200	2	0.1%
187	1	< 0.1%
180	4	0.1%
175	1	< 0.1%
174	1	< 0.1%
172	2	0.1%
170	3	0.1%
168	3	0.1%
167	2	0.1%

Waist
Real number (ℝ)

Distinct	163
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.819863

Minimum	25
Maximum	194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	25
5-th percentile	73
Q1	88
median	98
Q3	109
95-th percentile	125
Maximum	194
Range	169
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	17.219327
Coefficient of variation (CV)	0.17603099
Kurtosis	2.3680489
Mean	97.819863
Median Absolute Deviation (MAD)	10
Skewness	-0.34610864
Sum	386095
Variance	296.50523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	220	5.6%
100	165	4.2%
110	151	3.8%
85	148	3.7%
98	146	3.7%
105	129	3.3%
88	122	3.1%
80	120	3.0%
95	119	3.0%
102	110	2.8%
Other values (153)	2517	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	< 0.1%
28	1	< 0.1%
30	2	0.1%
32	8	0.2%
33	4	0.1%
34	5	0.1%
35	1	< 0.1%
36	7	0.2%
37	1	< 0.1%
38	8	0.2%

Value	Count	Frequency (%)
194	1	< 0.1%
191	2	0.1%
165	1	< 0.1%
155	1	< 0.1%
152	1	< 0.1%
150	4	0.1%
148	5	0.1%
147	1	< 0.1%
146	1	< 0.1%
145	3	0.1%

Fasting_Blood_Glucose_Value_SI_Units
Real number (ℝ)

Distinct	1275
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6254575

Minimum	0.33
Maximum	17.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0.33
5-th percentile	4.3
Q1	5.612
median	7.052
Q3	9.2
95-th percentile	13.1
Maximum	17.8
Range	17.47
Interquartile range (IQR)	3.588

Descriptive statistics

Standard deviation	2.8372213
Coefficient of variation (CV)	0.37207227
Kurtosis	0.93633876
Mean	7.6254575
Median Absolute Deviation (MAD)	1.652
Skewness	0.77882234
Sum	30097.681
Variance	8.0498248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	83	2.1%
5.2	77	2.0%
5	69	1.7%
5.6	68	1.7%
4.8	55	1.4%
6.2	55	1.4%
5.5	54	1.4%
5.4	53	1.3%
5.8	52	1.3%
5.7	50	1.3%
Other values (1265)	3331	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.33	1	< 0.1%
0.38	1	< 0.1%
0.46	1	< 0.1%
0.47	1	< 0.1%
0.58	1	< 0.1%
0.61	1	< 0.1%
0.71	1	< 0.1%
0.81	1	< 0.1%
0.98	1	< 0.1%
1.0024	1	< 0.1%

Value	Count	Frequency (%)
17.8	1	< 0.1%
17.7	2	0.1%
17.62	1	< 0.1%
17.6	1	< 0.1%
17.4	2	0.1%
17.3	3	0.1%
17.2	3	0.1%
17.17	1	< 0.1%
17.07	1	< 0.1%
17	8	0.2%

HbA1C_Admission_Value
Real number (ℝ)

Distinct	1189
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4716955

Minimum	3.2
Maximum	88.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	3.2
5-th percentile	5.1
Q1	6
median	7
Q3	8.402
95-th percentile	11.31
Maximum	88.4
Range	85.2
Interquartile range (IQR)	2.402

Descriptive statistics

Standard deviation	2.3620917
Coefficient of variation (CV)	0.31613865
Kurtosis	349.54172
Mean	7.4716955
Median Absolute Deviation (MAD)	1.1
Skewness	10.935858
Sum	29490.782
Variance	5.5794771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	152	3.9%
5.9	75	1.9%
5.7	70	1.8%
5.8	65	1.6%
5.3	55	1.4%
5.5	53	1.3%
5.6	52	1.3%
6.5	52	1.3%
8	52	1.3%
6.3	51	1.3%
Other values (1179)	3270	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.2	1	< 0.1%
3.3	1	< 0.1%
3.5	1	< 0.1%
3.6	1	< 0.1%
3.75	1	< 0.1%
3.9	12	0.3%
4	23	0.6%
4.01	1	< 0.1%
4.1	4	0.1%
4.16	2	0.1%

Value	Count	Frequency (%)
88.4	1	< 0.1%
23.102	1	< 0.1%
20	1	< 0.1%
17.5	1	< 0.1%
16.6	1	< 0.1%
16	2	0.1%
15.8	1	< 0.1%
15.7	2	0.1%
15.4	1	< 0.1%
15.3	1	< 0.1%

Cholesterol_Value_SI_Units
Real number (ℝ)

Distinct	742
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7256541

Minimum	0.07
Maximum	15.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0.07
5-th percentile	2.863
Q1	3.8
median	4.6
Q3	5.5
95-th percentile	6.967
Maximum	15.7
Range	15.63
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	1.329329
Coefficient of variation (CV)	0.28130053
Kurtosis	3.21292
Mean	4.7256541
Median Absolute Deviation (MAD)	0.82
Skewness	0.80687685
Sum	18652.157
Variance	1.7671156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	82	2.1%
4.5	81	2.1%
5.2	74	1.9%
4.2	73	1.8%
4.6	73	1.8%
5.6	70	1.8%
4.1	67	1.7%
4.9	67	1.7%
4.8	66	1.7%
4	66	1.7%
Other values (732)	3228	81.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.08	3	0.1%
0.1	2	0.1%
0.13	1	< 0.1%
0.16	1	< 0.1%
0.17	2	0.1%
0.18	1	< 0.1%
0.7	1	< 0.1%
1	1	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
15.7	1	< 0.1%
13.74	1	< 0.1%
12.64554	1	< 0.1%
11.8	2	0.1%
11.36	1	< 0.1%
11.29	1	< 0.1%
10.97	1	< 0.1%
10.12	1	< 0.1%
10	1	< 0.1%
9.91	1	< 0.1%

Triglycerides_Value_SI_Units
Real number (ℝ)

Distinct	640
Distinct (%)	16.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6422088

Minimum	0.01
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.6
Q1	0.983
median	1.4
Q3	1.98
95-th percentile	3.5
Maximum	17.6
Range	17.59
Interquartile range (IQR)	0.997

Descriptive statistics

Standard deviation	1.1267324
Coefficient of variation (CV)	0.68610786
Kurtosis	33.563398
Mean	1.6422088
Median Absolute Deviation (MAD)	0.49
Skewness	4.0017458
Sum	6481.7983
Variance	1.2695259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	108	2.7%
1.1	108	2.7%
1.2	107	2.7%
1.3	103	2.6%
0.8	99	2.5%
1.5	99	2.5%
0.9	98	2.5%
1.4	93	2.4%
1.6	91	2.3%
1.8	80	2.0%
Other values (630)	2961	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	6	0.2%
0.02	3	0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.1	1	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.18	1	< 0.1%
0.2	1	< 0.1%
0.25	1	< 0.1%

Value	Count	Frequency (%)
17.6	1	< 0.1%
17.4	1	< 0.1%
14.55	1	< 0.1%
11.56	1	< 0.1%
11.01	1	< 0.1%
10.59	1	< 0.1%
9.72	1	< 0.1%
9.14	1	< 0.1%
9	1	< 0.1%
8.88	1	< 0.1%

BMI
Real number (ℝ)

Distinct	1220
Distinct (%)	30.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.043226

Minimum	13.34
Maximum	342.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	13.34
5-th percentile	21.5
Q1	24.97
median	27.78
Q3	31.57
95-th percentile	39.811
Maximum	342.78
Range	329.44
Interquartile range (IQR)	6.6

Descriptive statistics

Standard deviation	8.9413458
Coefficient of variation (CV)	0.30786338
Kurtosis	507.11065
Mean	29.043226
Median Absolute Deviation (MAD)	3.24
Skewness	16.956768
Sum	114633.61
Variance	79.947665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.68	36	0.9%
25.71	35	0.9%
24.22	34	0.9%
29.41	29	0.7%
29.76	28	0.7%
27.34	27	0.7%
31.25	26	0.7%
25.95	26	0.7%
31.22	24	0.6%
28.73	22	0.6%
Other values (1210)	3660	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.34	1	< 0.1%
14.84	1	< 0.1%
15.78	1	< 0.1%
16.42	2	0.1%
16.44	1	< 0.1%
16.77	1	< 0.1%
16.82	2	0.1%
16.9	1	< 0.1%
17.04	1	< 0.1%
17.07	1	< 0.1%

Value	Count	Frequency (%)
342.78	1	< 0.1%
233.4	1	< 0.1%
221.14	1	< 0.1%
96.88	1	< 0.1%
69.25	1	< 0.1%
66.33	1	< 0.1%
65.38	1	< 0.1%
65.02	1	< 0.1%
63.57	1	< 0.1%
61.33	1	< 0.1%

Creatinine_Clearance
Real number (ℝ)

Distinct	3401
Distinct (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.667994

Minimum	5.21
Maximum	1164.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.0 KiB

Quantile statistics

Minimum	5.21
5-th percentile	25.892
Q1	57.67
median	83.2
Q3	110.97
95-th percentile	167.587
Maximum	1164.7
Range	1159.49
Interquartile range (IQR)	53.3

Descriptive statistics

Standard deviation	53.138777
Coefficient of variation (CV)	0.59930054
Kurtosis	103.0087
Mean	88.667994
Median Absolute Deviation (MAD)	26.7
Skewness	6.2218124
Sum	349972.57
Variance	2823.7296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86.1	6	0.2%
83.2	6	0.2%
76.16	4	0.1%
110.7	4	0.1%
79.9	4	0.1%
76.26	4	0.1%
97.17	4	0.1%
98.69	3	0.1%
30.55	3	0.1%
106.6	3	0.1%
Other values (3391)	3906	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.21	1	< 0.1%
5.24	1	< 0.1%
5.57	1	< 0.1%
5.7	1	< 0.1%
5.98	1	< 0.1%
6.18	1	< 0.1%
6.23	1	< 0.1%
6.29	1	< 0.1%
6.33	1	< 0.1%
6.39	1	< 0.1%

Value	Count	Frequency (%)
1164.7	1	< 0.1%
1153.62	1	< 0.1%
875.43	1	< 0.1%
684.96	1	< 0.1%
626.18	1	< 0.1%
500.2	1	< 0.1%
460.63	1	< 0.1%
363.73	1	< 0.1%
321.8	1	< 0.1%
298.68	1	< 0.1%

Auto

Heatmap
Table

	Gender	Age	Education	Work	Cardiac_Arrest_Admission	Non_Cardiac_Condition	Hypertension	Dyslipidemia	DM	Year_DM_Diagnosed	DM_Duration	DM_Type	DM_Treatment	Smoking_History	Lipid_24_Collected	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	HbA1C_Admission_Value	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
Gender	1.000	-0.162	-0.004	0.383	0.007	-0.009	-0.213	-0.127	-0.166	0.089	-0.090	0.168	0.159	-0.142	0.071	-0.129	-0.039	-0.095	-0.120	-0.004	-0.003	-0.177	0.107
Age	-0.162	1.000	-0.036	-0.542	-0.000	0.093	0.264	0.121	0.130	-0.299	0.301	-0.126	-0.115	0.260	-0.078	0.035	-0.097	0.030	0.030	-0.169	-0.215	-0.149	-0.638
Education	-0.004	-0.036	1.000	0.053	-0.020	0.008	-0.012	-0.041	-0.005	0.005	-0.006	0.000	-0.010	-0.024	0.003	0.002	0.003	-0.017	-0.006	0.018	-0.016	0.032	0.035
Work	0.383	-0.542	0.053	1.000	-0.005	-0.067	-0.247	-0.125	-0.173	0.208	-0.208	0.170	0.161	-0.183	0.053	-0.062	0.018	-0.075	-0.090	0.116	0.129	0.046	0.402
Cardiac_Arrest_Admission	0.007	-0.000	-0.020	-0.005	1.000	0.080	-0.001	-0.027	0.013	-0.009	0.007	-0.013	-0.002	-0.037	-0.015	0.075	-0.015	0.037	0.010	0.000	0.002	-0.005	-0.028
Non_Cardiac_Condition	-0.009	0.093	0.008	-0.067	0.080	1.000	0.064	0.020	0.046	-0.052	0.054	-0.043	-0.039	0.027	-0.025	0.112	-0.014	0.009	0.011	-0.057	-0.025	-0.022	-0.165
Hypertension	-0.213	0.264	-0.012	-0.247	-0.001	0.064	1.000	0.394	0.331	-0.110	0.111	-0.323	-0.301	0.146	-0.039	0.098	0.086	0.133	0.170	-0.134	0.005	0.113	-0.231
Dyslipidemia	-0.127	0.121	-0.041	-0.125	-0.027	0.020	0.394	1.000	0.323	-0.062	0.068	-0.318	-0.311	0.110	-0.018	0.026	0.080	0.117	0.178	-0.072	0.083	0.097	-0.103
DM	-0.166	0.130	-0.005	-0.173	0.013	0.046	0.331	0.323	1.000	-0.020	0.024	-0.988	-0.901	0.103	-0.088	0.123	0.101	0.398	0.544	-0.117	0.100	0.132	-0.113
Year_DM_Diagnosed	0.089	-0.299	0.005	0.208	-0.009	-0.052	-0.110	-0.062	-0.020	1.000	-0.995	0.066	-0.055	-0.073	0.096	-0.065	-0.043	0.010	-0.059	0.172	0.075	-0.114	0.217
DM_Duration	-0.090	0.301	-0.006	-0.208	0.007	0.054	0.111	0.068	0.024	-0.995	1.000	-0.064	0.047	0.075	-0.096	0.061	0.045	-0.009	0.054	-0.174	-0.076	0.108	-0.220
DM_Type	0.168	-0.126	0.000	0.170	-0.013	-0.043	-0.323	-0.318	-0.988	0.066	-0.064	1.000	0.907	-0.103	0.085	-0.121	-0.100	-0.399	-0.541	0.120	-0.097	-0.131	0.109
DM_Treatment	0.159	-0.115	-0.010	0.161	-0.002	-0.039	-0.301	-0.311	-0.901	-0.055	0.047	0.907	1.000	-0.104	0.067	-0.105	-0.122	-0.359	-0.501	0.101	-0.083	-0.116	0.104
Smoking_History	-0.142	0.260	-0.024	-0.183	-0.037	0.027	0.146	0.110	0.103	-0.073	0.075	-0.103	-0.104	1.000	-0.006	0.022	-0.030	0.038	0.069	-0.078	-0.078	0.001	-0.197
Lipid_24_Collected	0.071	-0.078	0.003	0.053	-0.015	-0.025	-0.039	-0.018	-0.088	0.096	-0.096	0.085	0.067	-0.006	1.000	-0.034	0.005	-0.023	-0.026	0.060	0.028	-0.035	0.048
Heart_Rate	-0.129	0.035	0.002	-0.062	0.075	0.112	0.098	0.026	0.123	-0.065	0.061	-0.121	-0.105	0.022	-0.034	1.000	-0.005	0.144	0.172	0.012	-0.006	0.049	-0.061
Waist	-0.039	-0.097	0.003	0.018	-0.015	-0.014	0.086	0.080	0.101	-0.043	0.045	-0.100	-0.122	-0.030	0.005	-0.005	1.000	0.070	0.095	-0.009	0.132	0.511	0.251
Fasting_Blood_Glucose_Value_SI_Units	-0.095	0.030	-0.017	-0.075	0.037	0.009	0.133	0.117	0.398	0.010	-0.009	-0.399	-0.359	0.038	-0.023	0.144	0.070	1.000	0.454	0.009	0.097	0.108	-0.011
HbA1C_Admission_Value	-0.120	0.030	-0.006	-0.090	0.010	0.011	0.170	0.178	0.544	-0.059	0.054	-0.541	-0.501	0.069	-0.026	0.172	0.095	0.454	1.000	0.014	0.147	0.130	-0.009
Cholesterol_Value_SI_Units	-0.004	-0.169	0.018	0.116	0.000	-0.057	-0.134	-0.072	-0.117	0.172	-0.174	0.120	0.101	-0.078	0.060	0.012	-0.009	0.009	0.014	1.000	0.385	0.035	0.143
Triglycerides_Value_SI_Units	-0.003	-0.215	-0.016	0.129	0.002	-0.025	0.005	0.083	0.100	0.075	-0.076	-0.097	-0.083	-0.078	0.028	-0.006	0.132	0.097	0.147	0.385	1.000	0.156	0.154
BMI	-0.177	-0.149	0.032	0.046	-0.005	-0.022	0.113	0.097	0.132	-0.114	0.108	-0.131	-0.116	0.001	-0.035	0.049	0.511	0.108	0.130	0.035	0.156	1.000	0.377
Creatinine_Clearance	0.107	-0.638	0.035	0.402	-0.028	-0.165	-0.231	-0.103	-0.113	0.217	-0.220	0.109	0.104	-0.197	0.048	-0.061	0.251	-0.011	-0.009	0.143	0.154	0.377	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Gender	Age	Education	Hypertension	Dyslipidemia	DM	Year_DM_Diagnosed	DM_Duration	DM_Type	DM_Treatment	Smoking_History	Lipid_24_Collected	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	HbA1C_Admission_Value	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
0	0	73	0	1	1	0	NaN	NaN	2	9	0	1	75.0	60.0	7.0000	6.480	5.38	1.85	20.00	24.12
1	0	64	4	1	1	1	2002.0	10.0	1	5	1	1	117.0	85.0	11.9300	8.552	5.40	2.24	33.29	63.60
2	0	56	0	0	1	1	1988.0	24.0	1	8	1	0	82.0	85.0	4.4000	7.100	4.70	1.30	31.22	114.24
3	0	78	0	1	0	0	NaN	NaN	2	9	1	0	90.0	90.0	6.2000	5.600	4.11	1.11	19.56	27.55
4	1	54	2	1	0	0	NaN	NaN	2	9	1	1	75.0	91.0	4.0000	5.600	5.20	2.20	23.05	92.37
5	0	63	2	0	0	0	NaN	NaN	2	9	1	1	100.0	88.0	7.1220	8.744	6.50	2.50	28.30	95.53
6	1	62	0	1	1	1	2000.0	12.0	1	7	2	1	50.0	107.0	7.7000	7.600	4.06	1.15	27.18	78.88
7	1	59	0	0	1	1	2002.0	10.0	1	4	0	1	110.0	97.0	6.6120	8.000	7.74	3.91	25.24	70.21
8	0	75	2	1	0	1	2002.0	10.0	1	7	1	1	80.0	94.0	9.2600	10.000	4.70	1.50	24.26	71.83
9	0	62	2	1	0	1	1999.0	13.0	1	7	1	1	84.0	95.0	7.2792	6.100	4.90	1.57	27.56	51.32

	Gender	Age	Education	Work	Cardiac_Arrest_Admission	Non_Cardiac_Condition	Hypertension	Dyslipidemia	DM	Year_DM_Diagnosed	DM_Duration	DM_Type	DM_Treatment	Smoking_History	Lipid_24_Collected	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	HbA1C_Admission_Value	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
3937	1	78	2	0	0	0	0	0	1	1984.0	28.0	1	7	1	1	66.0	99.0	14.40	13.700	2.70	0.78	27.53	68.13
3938	1	74	0	0	0	0	1	1	1	1987.0	25.0	1	1	1	1	88.0	90.6	10.80	8.300	5.14	1.10	28.41	56.50
3939	1	61	5	2	0	1	1	1	1	1993.0	20.0	1	7	1	1	87.0	90.0	4.20	7.400	5.10	2.50	29.76	50.65
3940	0	56	2	0	0	0	1	0	1	2004.0	8.0	1	3	1	0	62.0	115.0	7.20	8.100	7.44	2.32	33.12	109.82
3941	1	41	0	1	0	0	1	1	1	2006.0	7.0	1	7	2	1	106.0	79.0	12.22	10.838	5.90	1.90	27.97	88.77
3942	1	75	2	0	0	0	1	1	1	2001.0	11.0	1	5	1	1	98.0	92.0	7.50	8.800	4.67	2.22	23.51	45.28
3943	1	56	0	0	2	0	0	1	1	1996.0	15.0	1	7	0	1	120.0	93.0	7.90	11.600	6.66	1.53	29.39	83.77
3944	1	55	4	0	0	0	0	0	1	2006.0	7.0	1	7	0	1	109.0	72.0	9.20	11.600	3.95	0.80	22.84	89.61
3945	1	77	2	0	0	0	1	0	0	NaN	NaN	2	9	1	1	100.0	85.0	9.22	6.544	6.71	0.65	22.04	31.00
3946	1	73	2	0	0	0	1	1	1	1987.0	25.0	1	8	0	1	100.0	117.0	10.84	6.704	4.10	1.77	29.01	67.36

Overview

Variables

Interactions

Correlations

Missing values

Sample